Jinxin Zhou
6 papers · 2021–2025 · 4 venues · across top CS/AI venues
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Achievements
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Conference Polyglot · Bronze
🌉
Interdisciplinary Bridge · Bronze
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Taxonomy Completionist
(16)
Venues
Top co-authors
Research topics
Machine Learning
(6)
Deep Learning
(5)
Optimization & Theory · Machine Learning
(4)
Architectures
(3)
Artificial Intelligence
(2)
Core AI
(2)
Core Methods
(2)
Optimization & Theory · Deep Learning
(2)
Computer Vision
(1)
Learning Types · Machine Learning
(1)
Learning Types · Deep Learning
(1)
Models
(1)
Processing
(1)
Techniques
(1)
Keywords
neural collapse
(4)
feature learning
(2)
simplex equiangular tight frame
(2)
feature space
(1)
optimization landscape
(1)
diffusion model
(1)
deep neural network
(1)
classifier weight
(1)
loss function
(1)
perceptual quality
(1)
cross-entropy loss
(1)
focal loss
(1)
training framework
(1)
global optimality
(1)
cross entropy
(1)
cosine similarity
(1)
classification task
(1)
centered kernel alignment
(1)
sampling process
(1)
representation similarity
(1)
Papers
Tracing Representation Progression: Analyzing and Enhancing Layer-Wise Similarity
ICLR 2025
DREAM: Diffusion Rectification and Estimation-Adaptive Models
CVPR 2024
Generalized Neural Collapse for a Large Number of Classes
ICML 2024
Are All Losses Created Equal: A Neural Collapse Perspective
NeurIPS 2022
On the Optimization Landscape of Neural Collapse under MSE Loss: Global Optimality with Unconstrained Features
ICML 2022
A Geometric Analysis of Neural Collapse with Unconstrained Features
NeurIPS 2021